2 papers
cs.CV2026
Elastoformer: Enabling Dynamic Adaptivity via Elastic Model Transformation
Sudaksh Kalra, Dolly Sapra
EdgeAI systems are increasingly employing computer vision applications to enable intelligent, on-device decision-making in real-time. However, these deployments face highly dynamic…
cs.LG2025
Towards Adaptive Deep Learning: Model Elasticity via Prune-and-Grow CNN Architectures
Pooja Mangal, Sudaksh Kalra, Dolly Sapra
Deploying deep convolutional neural networks (CNNs) on resource-constrained devices presents significant challenges due to their high computational demands and rigid, static archit…